publication . Preprint . 2016

High-Dimensional Metrics in R

Chernozhukov, Victor; Hansen, Chris; Spindler, Martin;
Open Access English
  • Published: 05 Mar 2016
Comment: 34 pages; vignette for the R package hdm, available at and (development version)
arXiv: Statistics::MethodologyStatistics::Computation
free text keywords: Statistics - Machine Learning, Economics - Econometrics, Statistics - Methodology, 62-01, 62-04, 62J07, 62G05
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Acemoglu, D., S. Johnson, and J. A. Robinson (2001): “The Colonial Origins of Comparative Development: An Empirical Investigation,” American Economic Review, 91(5), 1369-1401.

Barro, R. J., and J.-W. Lee (1994): “Data set for a panel of 139 countries,” NBER,

Belloni, A., D. Chen, V. Chernozhukov, and C. Hansen (2012): “Sparse Models and Methods for Optimal Instruments with an Application to Eminent Domain,” Econometrica, 80, 2369-2429, Arxiv, 2010.

Belloni, A., and V. Chernozhukov (2013): “Least Squares After Model Selection in High-dimensional Sparse Models,” Bernoulli, 19(2), 521-547, ArXiv, 2009.

Belloni, A., V. Chernozhukov, I. Ferna´ndez-Val, and C. Hansen (2013): “Program Evaluation with HighDimensional Data,” arXiv:1311.2645, ArXiv, 2013.

Belloni, A., V. Chernozhukov, and C. Hansen (2010): “Inference for High-Dimensional Sparse Econometric Models,” Advances in Economics and Econometrics. 10th World Congress of Econometric Society. August 2010, III, 245-295, ArXiv, 2011.

(2014): “Inference on Treatment Effects After Selection Amongst High-Dimensional Controls,” Review of Economic Studies, 81, 608-650, ArXiv, 2011.

Belloni, A., V. Chernozhukov, and K. Kato (2014): “Uniform post-selection inference for least absolute deviation regression and other Z-estimation problems,” Biometrika. [OpenAIRE]

Chen, D. L., and S. Yeh (2010): “The Economic Impacts of Eminent Domain,” unpublished manuscript.

Chernozhukov, V., D. Chetverikov, and K. Kato (2013): “Gaussian approximations and multiplier bootstrap for maxima of sums of high-dimensional random vectors,” Annals of Statistics, 41, 2786-2819. [OpenAIRE]

Chernozhukov, V., and C. Hansen (2004): “The impact of 401(k) participation on the wealth distribution: An instrumental quantile regression analysis,” Review of Economics and Statistics, 86(3), 735-751. [OpenAIRE]

Chernozhukov, V., C. Hansen, and M. Spindler (2015a): “Valid Post-Selection and Post-Regularization Inference: An Elementary, General Approach,” Annual Review of Economics, 7(1), 649-688.

(2015b): “Valid Post-Selection and Post-Regularization Inference In Linear Models with Many Controls and Instruments,” American Economic Review: Papers and Proceedings.

Fu, W. J. (1998): “Penalized Regressions: The Bridge versus the Lasso,” Journal of Computational and Graphical Statistics, 7(3), 397-416.

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